Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405411	CLM	Diego Bradley	1981-06-15	UHC-63626-44	—	6733 River Rd # 668, Tempe, AZ, 85259	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51880	TPA	Garald Robertson	—	—	6175138326	4482 Grand Ave # 370, San Antonio, TX, 78251	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
CLM-405852	CLM	Kelly Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd # 126, San Antonio, TX, 78246	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104922	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd # 329, Denver, CO, 80214	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108240	ENR	Jen Butler	1938-09-04	UHC-29218-05	—	7574 Harbor Blvd # 222, Nashville, TN, 37252	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-25372	PRV	Logan Z Richardson	1981-11-11	—	3566552589	2481 Apache Blvd # 472, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60216	TPA	Lia Andesron	1951-12-09	—	8696558856	2347 Market St # 993, Jacksonville, FL, 32216	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
TPA-59345	TPA	Michael Simmons	1978-04-13	—	—	7323 Park Pl # 618, Dallas, TX, 75206	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404733	CLM	Patricia Simmons	1963-12-19	UHC-34156-49	—	320 Sage Ct Apt 1, Los Angeles, CA, 90029	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135112	ENR	Angela Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr Apt 27, Jacksonville, FL, 32248	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-428583	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way # 203, Fresno, CA, 93740	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-54792	TPA	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave # 478, Denver, CO	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-418625	CLM	Edwadr Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 832, Tucson, AZ, 85795	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56530	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr # 677, San Antonio, TX, 78280	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409215	CLM	Nicholas Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St Apt 19, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-56571	TPA	Gloria Nguyen	1948-12-13	—	—	242 Desert Sky Blvd # 869, Denver, CO, 80223	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
CLM-424510	CLM	Bruce I Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St # 125, Los Angeles, CA, 90008	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-55527	TPA	Gerald T Valdez	1959-02-26	—	—	5482 Jefferson Ave Apt 13, Minneapolis, MN, 55403	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-420491	CLM	Margaret F Stephens	1953-06-08	—	—	1667 Park Pl # 124, Seattle, WA, 98147	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21355	PRV	Ashley Gordon	1983-11-11	—	5797996732	7103 Spring St Apt 1, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
CLM-402472	CLM	Janice Rodriguez	1992-04-26	—	—	53 Camelback Rd # 523, Dallas, TX, 75218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27698	PRV	Helen Lane	1975-05-05	UHC-35404-03	—	9691 Sunset Blvd # 561, Minneapolis, MN, 55470	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-58600	TPA	Mark Smith	1999-12-23	—	—	9291 Elm St # 521, Seattle, WA, 98108	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105714	ENR	Don M Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave # 244, Austin, TX, 78727	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115183	ENR	Alice Harrison	1996-04-08	UHC-75394-78	4028895035	9089 Sunset Blvd # 699, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
TPA-63164	TPA	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd Apt 31, San Diego, CA, 92121	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421730	CLM	Kenneth Gordon	1988-08-27	UHC-87982-02	—	9879 Union St # 283, Atlanta, GA, 30361	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422718	CLM	Bobby Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave # 481, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123137	ENR	Mei L James	—	UHC-58231-15	2762007389	911 Oak St Apt 1, Orlando, FL, 32883	0.64	Date of birth missing Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-28417	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28416	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103502	ENR	Fox S Christopher	1950-04-28	UHC-01934-28	3226692546	3691 Hillcrest Rd Apt 21, Atlanta, GA, 30320	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137682	ENR	Zachary P Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd Apt 18, Chandler, AZ, 85287	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401356	CLM	Jesse Kelly	1979-05-10	UHC-15221-74	6164854387	419 Lake View Rd # 575, San Antonio, TX, 78283	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105616	ENR	Benjamin Romero	1978-11-02	UHC-88365-92	2784441378	614 Main St Apt 8, Los Angeles, CA, 90017	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431832	CLM	Bruce S Johnson	1979-07-16	UHC-57855-96	3314492617	1021 Meadow Ln # 391, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50400	TPA	Ralph Kim	1948-04-13	—	9553591842	6508 Church St # 602, Sacramento, CA, 95893	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418999	CLM	Cynthia Mitchell	1944-10-20	UHC-17308-74	—	6540 Meadow Ln # 412, Charlotte, NC, 28219	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24367	PRV	Jooyce Gonzales	1996-07-20	UHC-24623-10	2376566859	3425 Pine Dr Apt 20, Jacksonville, FL, 32244	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 84 of 140Previous Next